Identifying prenuptial births from family pedigrees using record linkage.

IF 1.6 Q3 HEALTH CARE SCIENCES & SERVICES International Journal of Population Data Science Pub Date : 2022-08-25 DOI:10.23889/ijpds.v7i3.1784
Nishadi Kirelle, P. Christen, Garrett Eilidh
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Abstract

ObjectivesDemographers are interested in the degree to which marriage is driven by prenuptial pregnancy within particular communities. To help answer this question, we present a novel method which links marriage certificates to birth certificates, where the birth-mother is the marriage-bride, considering only births which occur in the first seven months after a marriage. ApproachTo identify prenuptial births we employed an unsupervised graph-based record linkage method to link birth and marriage certificates. We first extracted related groups of individuals: babies and their parents from birth certificates, and brides, grooms, and their parents from marriage certificates. To link births with marriages, we employed techniques to address challenges such as changing attribute values over time (such as names and addresses), the ambiguity of attribute values giving priority to rare names over common names, and different relationships encountered at different points in time (by applying temporal constraints). Based on the obtained links we then extracted prenuptial births. ResultsUsing two Scottish data sets containing a total of 38,451 births and 8,667 marriage certificates from the period 1861 to 1901 and employing different linkage thresholds we identified between 853 and 945 first birth-marriage links in the smaller (rural) data set, and between 2,165 and 2,232 links in the larger (urban) data set. In the rural data set, between 16.9% and 17.7% of these links were with birth less than 8 months after marriage (i.e. prenuptial births), where the corresponding ground truth contained 17.6% prenuptial births. For the urban data set, we identified between 51.3% and 51.4% prenuptial births. Our results show clear differences between rural and urban prenuptial pregnancies in 19th Century Scotland. ConclusionWe have presented an unsupervised graph-based record linkage method that compares attribute values of individuals and their relationships to link records based on the ambiguity of attribute values, attribute value changes, and temporal constraints. This linking process helps us to identify prenuptial births to help us understand the degree to which marriages may have been driven by pregnancy.
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使用记录链接从家庭谱系中识别婚前出生。
目的:在特定的社区中,婚前怀孕在多大程度上推动了婚姻,这是人口学家感兴趣的。为了帮助回答这个问题,我们提出了一种新的方法,将结婚证与出生证联系起来,其中生母是新娘,只考虑结婚后前七个月的出生。方法为了识别婚前出生,我们采用了一种无监督的基于图的记录链接方法来连接出生证和结婚证。我们首先从出生证中提取了相关的个人群体:婴儿及其父母,从结婚证中提取新娘、新郎及其父母。为了将出生与婚姻联系起来,我们采用了一些技术来应对挑战,如随着时间的推移改变属性值(如姓名和地址)、属性值的模糊性(优先考虑罕见姓名而非常见姓名),以及在不同时间点遇到的不同关系(通过应用时间约束)。根据获得的链接,我们提取了婚前分娩。结果使用两个苏格兰数据集,包含1861年至1901年期间的38451个出生和8667份结婚证书,并采用不同的联系阈值,我们在较小的(农村)数据集中确定了853至945个首次出生婚姻联系,在较大的(城市)数据集中识别了2165至2232个联系。在农村数据集中,16.9%至17.7%的联系与结婚后不到8个月的出生(即婚前出生)有关,而相应的基本事实包含17.6%的婚前出生。对于城市数据集,我们确定了51.3%至51.4%的婚前出生率。我们的研究结果显示,19世纪苏格兰农村和城市婚前妊娠之间存在明显差异。结论我们提出了一种无监督的基于图的记录链接方法,该方法基于属性值的模糊性、属性值的变化和时间约束,比较个体的属性值及其与链接记录的关系。这种联系过程有助于我们识别婚前分娩,帮助我们了解婚姻可能在多大程度上受到怀孕的影响。
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来源期刊
CiteScore
2.50
自引率
0.00%
发文量
386
审稿时长
20 weeks
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